Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	71102
Missing cells	26294
Missing cells (%)	2.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.7 MiB
Average record size in memory	143.6 B

Variable types

NUM	10
CAT	7

Warnings

`anio` has constant value "71102"	Constant
`colonia` has a high cardinality: 1340 distinct values	High cardinality
`consumo_prom_no_dom` is highly correlated with `consumo_prom`	High correlation
`consumo_prom` is highly correlated with `consumo_prom_no_dom`	High correlation
`alcaldia` is highly correlated with `nomgeo`	High correlation
`nomgeo` is highly correlated with `alcaldia`	High correlation
`consumo_total_mixto` has 8327 (11.7%) missing values	Missing
`consumo_prom_dom` has 4820 (6.8%) missing values	Missing
`consumo_total_dom` has 4820 (6.8%) missing values	Missing
`consumo_prom_mixto` has 8327 (11.7%) missing values	Missing
`consumo_total_mixto` is highly skewed (γ1 = 21.76535468)	Skewed
`consumo_prom_dom` is highly skewed (γ1 = 74.81862948)	Skewed
`consumo_prom_mixto` is highly skewed (γ1 = 43.60044406)	Skewed
`consumo_prom` is highly skewed (γ1 = 43.38268186)	Skewed
`consumo_prom_no_dom` is highly skewed (γ1 = 40.71654298)	Skewed
`consumo_total_no_dom` is highly skewed (γ1 = 22.5073679)	Skewed
`gid` has unique values	Unique
`consumo_total_mixto` has 17715 (24.9%) zeros	Zeros
`consumo_prom_dom` has 9861 (13.9%) zeros	Zeros
`consumo_total_dom` has 9861 (13.9%) zeros	Zeros
`consumo_prom_mixto` has 17715 (24.9%) zeros	Zeros
`consumo_total` has 2451 (3.4%) zeros	Zeros
`consumo_prom` has 2451 (3.4%) zeros	Zeros
`consumo_prom_no_dom` has 8109 (11.4%) zeros	Zeros
`consumo_total_no_dom` has 8109 (11.4%) zeros	Zeros

Reproduction

Analysis started	2020-09-30 21:17:30.399226
Analysis finished	2020-09-30 21:17:46.826647
Duration	16.43 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

consumo_total_mixto
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct	24339
Distinct (%)	38.8%
Missing	8327
Missing (%)	11.7%
Infinite	0
Infinite (%)	0.0%

Mean	174.3599291
Minimum	0
Maximum	23404.44
Zeros	17715
Zeros (%)	24.9%
Memory size	555.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	79.94
Q3	233.32
95-th percentile	660.779
Maximum	23404.44
Range	23404.44
Interquartile range (IQR)	233.32

Descriptive statistics

Standard deviation	312.663596
Coefficient of variation (CV)	1.793207864
Kurtosis	1419.360189
Mean	174.3599291
Median Absolute Deviation (MAD)	79.94
Skewness	21.76535468
Sum	10945444.55
Variance	97758.52424
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17715	24.9%
36	74	0.1%
17.7	61	0.1%
36.6	59	0.1%
18.3	54	0.1%
29.28	52	0.1%
57.96	50	0.1%
23.8	48	0.1%
43.32	47	0.1%
46.98	46	0.1%
Other values (24329)	44569	62.7%
(Missing)	8327	11.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17715	24.9%
0.12	1	< 0.1%
0.24	4	< 0.1%
0.27	3	< 0.1%
0.35	4	< 0.1%

Value	Count	Frequency (%)
23404.44	1	< 0.1%
23058.9	1	< 0.1%
23031.06	1	< 0.1%
5979.71	1	< 0.1%
5974.32	1	< 0.1%

anio
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	555.5 KiB

2019	71102

Frequencies
Length

Value	Count	Frequency (%)
2019	71102	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	4
Min length	4

nomgeo
Categorical

HIGH CORRELATION

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	70.2 KiB

iztapalapa	10515
gustavo a. madero	10058
cuauhtemoc	7313
benito juarez	6049
venustiano carranza	5179
Other values (11)	31988

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
iztapalapa	10515	14.8%
gustavo a. madero	10058	14.1%
cuauhtemoc	7313	10.3%
benito juarez	6049	8.5%
venustiano carranza	5179	7.3%
miguel hidalgo	5110	7.2%
coyoacan	4947	7.0%
azcapotzalco	4216	5.9%
alvaro obregon	4140	5.8%
iztacalco	3469	4.9%
Other values (6)	10106	14.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	22
Median length	12
Mean length	12.43351804
Min length	7

consumo_prom_dom
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct	52060
Distinct (%)	78.5%
Missing	4820
Missing (%)	6.8%
Infinite	0
Infinite (%)	0.0%

Mean	29.13238577
Minimum	0
Maximum	7796.41
Zeros	9861
Zeros (%)	13.9%
Memory size	555.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	18.69054691
median	26.41424809
Q3	36.24656251
95-th percentile	59.39294171
Maximum	7796.41
Range	7796.41
Interquartile range (IQR)	17.5560156

Descriptive statistics

Standard deviation	64.56592495
Coefficient of variation (CV)	2.216293765
Kurtosis	7663.654738
Mean	29.13238577
Median Absolute Deviation (MAD)	8.738705357
Skewness	74.81862948
Sum	1930952.794
Variance	4168.758665
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9861	13.9%
1.22	33	< 0.1%
14.64	23	< 0.1%
10.98	22	< 0.1%
15.25	22	< 0.1%
9.76	21	< 0.1%
9.15	21	< 0.1%
20.48	20	< 0.1%
7.93	20	< 0.1%
11.59	20	< 0.1%
Other values (52050)	56219	79.1%
(Missing)	4820	6.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9861	13.9%
0.009999999776	1	< 0.1%
0.02	1	< 0.1%
0.12	2	< 0.1%
0.1299999952	1	< 0.1%

Value	Count	Frequency (%)
7796.41	1	< 0.1%
7581.69	1	< 0.1%
6073.459961	1	< 0.1%
3726.5	1	< 0.1%
3622.2	1	< 0.1%

consumo_total_dom
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	47051
Distinct (%)	71.0%
Missing	4820
Missing (%)	6.8%
Infinite	0
Infinite (%)	0.0%

Mean	1186.263611
Minimum	0
Maximum	95060.69
Zeros	9861
Zeros (%)	13.9%
Memory size	555.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	161.635
median	604.185
Q3	1261.445
95-th percentile	4027.52
Maximum	95060.69
Range	95060.69
Interquartile range (IQR)	1099.81

Descriptive statistics

Standard deviation	2771.038307
Coefficient of variation (CV)	2.33593805
Kurtosis	248.0413047
Mean	1186.263611
Median Absolute Deviation (MAD)	517.3
Skewness	12.52320362
Sum	78627924.68
Variance	7678653.301
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9861	13.9%
1.22	37	0.1%
10.98	21	< 0.1%
3.66	20	< 0.1%
14.64	20	< 0.1%
25.62	20	< 0.1%
18.3	19	< 0.1%
15.25	19	< 0.1%
7.93	19	< 0.1%
17.69	18	< 0.1%
Other values (47041)	56228	79.1%
(Missing)	4820	6.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9861	13.9%
0.12	1	< 0.1%
0.24	1	< 0.1%
0.5	2	< 0.1%
0.6	1	< 0.1%

Value	Count	Frequency (%)
95060.69	1	< 0.1%
94021.7	1	< 0.1%
90078.44	1	< 0.1%
83309.94	1	< 0.1%
82689.38	1	< 0.1%

alcaldia
Categorical

HIGH CORRELATION

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	70.2 KiB

iztapalapa	10515
gustavo a. madero	10058
cuauhtemoc	7313
benito juarez	6049
venustiano carranza	5179
Other values (11)	31988

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
iztapalapa	10515	14.8%
gustavo a. madero	10058	14.1%
cuauhtemoc	7313	10.3%
benito juarez	6049	8.5%
venustiano carranza	5179	7.3%
miguel hidalgo	5110	7.2%
coyoacan	4947	7.0%
azcapotzalco	4216	5.9%
alvaro obregon	4140	5.8%
iztacalco	3469	4.9%
Other values (6)	10106	14.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	19
Median length	12
Mean length	12.25522489
Min length	7

colonia
Categorical

HIGH CARDINALITY

Distinct	1340
Distinct (%)	1.9%
Missing	0
Missing (%)	0.0%
Memory size	189.3 KiB

centro	1139
agricola oriental	837
roma norte	602
moctezuma 2a seccion	558
jardin balbuena	498
Other values (1335)	67468

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
centro	1139	1.6%
agricola oriental	837	1.2%
roma norte	602	0.8%
moctezuma 2a seccion	558	0.8%
jardin balbuena	498	0.7%
doctores	490	0.7%
san felipe de jesus	419	0.6%
roma sur	418	0.6%
obrera	418	0.6%
agricola pantitlan	417	0.6%
Other values (1330)	65306	91.8%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	43
Median length	16
Mean length	16.86555934
Min length	4

consumo_prom_mixto
Real number (ℝ_≥0)

MISSING
SKEWED
ZEROS

Distinct	31911
Distinct (%)	50.8%
Missing	8327
Missing (%)	11.7%
Infinite	0
Infinite (%)	0.0%

Mean	50.63623377
Minimum	0
Maximum	11702.22
Zeros	17715
Zeros (%)	24.9%
Memory size	555.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	33.45166667
Q3	61.21654793
95-th percentile	162.2529989
Maximum	11702.22
Range	11702.22
Interquartile range (IQR)	61.21654793

Descriptive statistics

Standard deviation	130.4086734
Coefficient of variation (CV)	2.575402309
Kurtosis	3263.991441
Mean	50.63623377
Median Absolute Deviation (MAD)	33.33333333
Skewness	43.60044406
Sum	3178689.575
Variance	17006.42209
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	17715	24.9%
36	58	0.1%
29.28	57	0.1%
36.6	53	0.1%
23.8	49	0.1%
25.62	48	0.1%
26.84	47	0.1%
18.92	45	0.1%
1.84	45	0.1%
11.6	45	0.1%
Other values (31901)	44613	62.7%
(Missing)	8327	11.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	17715	24.9%
0.1199999973	2	< 0.1%
0.1899999976	1	< 0.1%
0.19	2	< 0.1%
0.2399999946	1	< 0.1%

Value	Count	Frequency (%)
11702.22	1	< 0.1%
11529.44971	1	< 0.1%
11515.53	1	< 0.1%
5808	3	< 0.1%
4919.04	1	< 0.1%

consumo_total
Real number (ℝ_≥0)

ZEROS

Distinct	56015
Distinct (%)	78.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1695.847222
Minimum	0
Maximum	119726.94
Zeros	2451
Zeros (%)	3.4%
Memory size	555.5 KiB

Quantile statistics

Minimum	0
5-th percentile	6.49
Q1	340.9525
median	896.175
Q3	1808.9025
95-th percentile	5564.1965
Maximum	119726.94
Range	119726.94
Interquartile range (IQR)	1467.95

Descriptive statistics

Standard deviation	3555.697457
Coefficient of variation (CV)	2.096708601
Kurtosis	195.8775277
Mean	1695.847222
Median Absolute Deviation (MAD)	664.505
Skewness	10.99825971
Sum	120578129.2
Variance	12642984.41
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2451	3.4%
3.05	70	0.1%
1.22	68	0.1%
3.66	42	0.1%
6.71	41	0.1%
1.83	40	0.1%
7.93	39	0.1%
6.1	36	0.1%
9.76	36	0.1%
4.88	36	0.1%
Other values (56005)	68243	96.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2451	3.4%
0.01	3	< 0.1%
0.05	3	< 0.1%
0.12	5	< 0.1%
0.24	18	< 0.1%

Value	Count	Frequency (%)
119726.94	1	< 0.1%
117150.91	1	< 0.1%
101035	1	< 0.1%
95117.77	1	< 0.1%
94078.2	1	< 0.1%

consumo_prom
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	62214
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	111.2173991
Minimum	0
Maximum	89691.77344
Zeros	2451
Zeros (%)	3.4%
Memory size	555.5 KiB

Quantile statistics

Minimum	0
5-th percentile	3.867208333
Q1	23.01013907
median	31.69381809
Q3	45.48491686
95-th percentile	188.219501
Maximum	89691.77344
Range	89691.77344
Interquartile range (IQR)	22.47477779

Descriptive statistics

Standard deviation	1069.949262
Coefficient of variation (CV)	9.620340614
Kurtosis	2599.541185
Mean	111.2173991
Median Absolute Deviation (MAD)	10.31349875
Skewness	43.38268186
Sum	7907779.51
Variance	1144791.422
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2451	3.4%
1.22	62	0.1%
3.05	55	0.1%
4.27	43	0.1%
6.71	39	0.1%
4.88	38	0.1%
3.66	38	0.1%
1.83	38	0.1%
9.76	37	0.1%
7.93	36	0.1%
Other values (62204)	68265	96.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2451	3.4%
0.009999999776	1	< 0.1%
0.01	2	< 0.1%
0.05	2	< 0.1%
0.05000000075	1	< 0.1%

Value	Count	Frequency (%)
89691.77344	1	< 0.1%
87179.61	1	< 0.1%
80555.01	1	< 0.1%
56873.96	1	< 0.1%
54935.99	1	< 0.1%

consumo_prom_no_dom
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	37440
Distinct (%)	52.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	126.7601718
Minimum	0
Maximum	89691.77344
Zeros	8109
Zeros (%)	11.4%
Memory size	555.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6.2754167
median	19.28000034
Q3	54.186875
95-th percentile	333.6616663
Maximum	89691.77344
Range	89691.77344
Interquartile range (IQR)	47.9114583

Descriptive statistics

Standard deviation	1095.817805
Coefficient of variation (CV)	8.64481161
Kurtosis	2364.161672
Mean	126.7601718
Median Absolute Deviation (MAD)	16.85000034
Skewness	40.71654298
Sum	9012901.734
Variance	1200816.661
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8109	11.4%
1.22	330	0.5%
1.83	290	0.4%
3.05	260	0.4%
4.27	216	0.3%
7.93	203	0.3%
3.66	202	0.3%
4.88	201	0.3%
6.1	193	0.3%
6.71	190	0.3%
Other values (37430)	60908	85.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8109	11.4%
0.009999999776	1	< 0.1%
0.01	2	< 0.1%
0.012	1	< 0.1%
0.01499999966	1	< 0.1%

Value	Count	Frequency (%)
89691.77344	1	< 0.1%
87179.61	1	< 0.1%
80555.01	1	< 0.1%
56873.96	1	< 0.1%
54935.99	1	< 0.1%

bimestre
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	69.5 KiB

2	23942
3	23822
1	23338

Frequencies
Length

Value	Count	Frequency (%)
2	23942	33.7%
3	23822	33.5%
1	23338	32.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

consumo_total_no_dom
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	27336
Distinct (%)	38.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	436.0603092
Minimum	0
Maximum	119726.94
Zeros	8109
Zeros (%)	11.4%
Memory size	555.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10.98
median	54.055
Q3	230.43
95-th percentile	1695.6175
Maximum	119726.94
Range	119726.94
Interquartile range (IQR)	219.45

Descriptive statistics

Standard deviation	2126.152162
Coefficient of variation (CV)	4.875821343
Kurtosis	798.0749258
Mean	436.0603092
Median Absolute Deviation (MAD)	52.875
Skewness	22.5073679
Sum	31004760.1
Variance	4520523.018
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8109	11.4%
1.22	402	0.6%
1.83	316	0.4%
3.05	302	0.4%
7.93	219	0.3%
1.18	217	0.3%
4.88	212	0.3%
4.27	212	0.3%
3.66	211	0.3%
6.1	195	0.3%
Other values (27326)	60707	85.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8109	11.4%
0.01	3	< 0.1%
0.03	1	< 0.1%
0.05	3	< 0.1%
0.08	1	< 0.1%

Value	Count	Frequency (%)
119726.94	1	< 0.1%
117150.91	1	< 0.1%
101035	1	< 0.1%
89691.8	1	< 0.1%
88204.37	1	< 0.1%

gid
Categorical

UNIQUE

Distinct	71102
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	3.3 MiB

71102	1
23703	1
23697	1
23698	1
23699	1
Other values (71097)	71097

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
71102	1	< 0.1%
23703	1	< 0.1%
23697	1	< 0.1%
23698	1	< 0.1%
23699	1	< 0.1%
23700	1	< 0.1%
23701	1	< 0.1%
23702	1	< 0.1%
23704	1	< 0.1%
23712	1	< 0.1%
Other values (71092)	71092	> 99.9%

Frequencies of value counts

Unique

Unique	71102 ?
Unique (%)	100.0%

Histogram of lengths of the category

Length

Max length	5
Median length	5
Mean length	4.843801862
Min length	1

indice_des
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	69.6 KiB

bajo	29248
popular	16539
alto	15516
medio	9799

Frequencies
Length

Value	Count	Frequency (%)
bajo	29248	41.1%
popular	16539	23.3%
alto	15516	21.8%
medio	9799	13.8%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	4
Mean length	4.835644567
Min length	4

latitud
Real number (ℝ_≥0)

Distinct	22930
Distinct (%)	32.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19.39227276
Minimum	19.13586653
Maximum	19.57910261
Zeros	0
Zeros (%)	0.0%
Memory size	555.5 KiB

Quantile statistics

Minimum	19.13586653
5-th percentile	19.27217463
Q1	19.34407317
median	19.39291026
Q3	19.44681849
95-th percentile	19.49744601
Maximum	19.57910261
Range	0.4432360842
Interquartile range (IQR)	0.1027453211

Descriptive statistics

Standard deviation	0.07054946408
Coefficient of variation (CV)	0.003638019377
Kurtosis	-0.3299967947
Mean	19.39227276
Median Absolute Deviation (MAD)	0.05121505235
Skewness	-0.2209675789
Sum	1378829.378
Variance	0.004977226881
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.49545978	21	< 0.1%
19.50314865	21	< 0.1%
19.44888183	21	< 0.1%
19.51433121	21	< 0.1%
19.30094699	21	< 0.1%
19.51126852	21	< 0.1%
19.51081678	21	< 0.1%
19.41716896	13	< 0.1%
19.49661646	13	< 0.1%
19.51160136	12	< 0.1%
Other values (22920)	70917	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
19.13586653	3	< 0.1%
19.13628997	3	< 0.1%
19.16951445	2	< 0.1%
19.1728973	3	< 0.1%
19.173993	3	< 0.1%

Value	Count	Frequency (%)
19.57910261	3	< 0.1%
19.57503233	3	< 0.1%
19.57456726	3	< 0.1%
19.5718567	3	< 0.1%
19.57141877	3	< 0.1%

longitud
Real number (ℝ)

Distinct	22930
Distinct (%)	32.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-99.13289588
Minimum	-99.33770342
Maximum	-98.95046917
Zeros	0
Zeros (%)	0.0%
Memory size	555.5 KiB

Quantile statistics

Minimum	-99.33770342
5-th percentile	-99.2236241
Q1	-99.17248433
median	-99.13519579
Q3	-99.09663337
95-th percentile	-99.02915715
Maximum	-98.95046917
Range	0.3872342535
Interquartile range (IQR)	0.07585096428

Descriptive statistics

Standard deviation	0.05789023819
Coefficient of variation (CV)	-0.0005839659749
Kurtosis	0.03317853179
Mean	-99.13289588
Median Absolute Deviation (MAD)	0.0378663909
Skewness	0.1247230301
Sum	-7048547.163
Variance	0.003351279677
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-99.13756286	21	< 0.1%
-99.20421465	21	< 0.1%
-99.15821728	21	< 0.1%
-99.14369261	21	< 0.1%
-99.08903493	21	< 0.1%
-99.18589472	21	< 0.1%
-99.20751574	21	< 0.1%
-99.17071426	13	< 0.1%
-99.19306813	13	< 0.1%
-99.14127961	12	< 0.1%
Other values (22920)	70917	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-99.33770342	3	< 0.1%
-99.32799413	3	< 0.1%
-99.32592098	3	< 0.1%
-99.32544326	3	< 0.1%
-99.32502513	3	< 0.1%

Value	Count	Frequency (%)
-98.95046917	3	< 0.1%
-98.95128667	3	< 0.1%
-98.95334634	3	< 0.1%
-98.95408029	3	< 0.1%
-98.95769198	3	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	consumo_total_mixto	anio	nomgeo	consumo_prom_dom	consumo_total_dom	alcaldia	colonia	consumo_prom_mixto	consumo_total	consumo_prom	consumo_prom_no_dom	bimestre	consumo_total_no_dom	gid	indice_des	latitud	longitud
0	159.72	2019	gustavo a. madero	42.566364	468.23	gustavo a. madero	7 de noviembre	53.24000	631.00	42.066667	3.050000	3	3.05	57250	alto	19.455260	-99.112662
1	0.00	2019	gustavo a. madero	35.936667	107.81	gustavo a. madero	7 de noviembre	0.00000	115.13	28.782500	7.320000	3	7.32	57253	medio	19.455260	-99.112662
2	0.00	2019	gustavo a. madero	24.586000	122.93	gustavo a. madero	7 de noviembre	0.00000	197.96	32.993333	75.030000	3	75.03	57255	popular	19.455720	-99.113582
3	0.00	2019	gustavo a. madero	0.000000	0.00	gustavo a. madero	nueva tenochtitlan	0.00000	253.53	84.510000	84.510000	3	253.53	57267	bajo	19.459647	-99.104469
4	56.72	2019	azcapotzalco	67.436250	539.49	azcapotzalco	prohogar	56.72000	839.35	76.304545	121.570000	3	243.14	57330	bajo	19.474161	-99.146750
5	439.77	2019	azcapotzalco	35.675769	927.57	azcapotzalco	trabajadores del hierro	54.97125	1399.67	37.828919	10.776667	3	32.33	57273	bajo	19.478613	-99.150571
6	991.80	2019	azcapotzalco	22.381884	4633.05	azcapotzalco	barrio coltongo	123.97500	7693.64	33.305801	129.299375	3	2068.79	57275	bajo	19.480211	-99.152316
7	0.00	2019	azcapotzalco	0.000000	0.00	azcapotzalco	barrio coltongo	0.00000	305.00	152.500000	152.500000	3	305.00	57276	popular	19.479096	-99.148920
8	184.86	2019	azcapotzalco	33.661176	1716.72	azcapotzalco	trabajadores del hierro	46.21500	1903.66	33.993929	2.080000	3	2.08	57277	bajo	19.478585	-99.148847
9	10.98	2019	azcapotzalco	51.912500	207.65	azcapotzalco	trabajadores del hierro	10.98000	237.54	29.692500	6.303333	3	18.91	57281	bajo	19.477273	-99.147921

Last rows

	consumo_total_mixto	anio	nomgeo	consumo_prom_dom	consumo_total_dom	alcaldia	colonia	consumo_prom_mixto	consumo_total	consumo_prom	consumo_prom_no_dom	bimestre	consumo_total_no_dom	gid	indice_des	latitud	longitud
71092	NaN	2019	cuauhtemoc	18.328530	623.17	cuauhtemoc	doctores	NaN	1148.67	22.973400	32.843751	1	525.50	219	medio	19.424418	-99.144312
71093	226.04	2019	cuauhtemoc	13.793529	234.49	cuauhtemoc	centro	113.019997	718.31	19.953056	15.163530	1	257.78	221	medio	19.431082	-99.143493
71094	53.74	2019	cuauhtemoc	24.466017	2886.99	cuauhtemoc	guerrero	26.870001	3052.04	21.342937	4.839565	1	111.31	231	bajo	19.449404	-99.138990
71095	749.40	2019	cuauhtemoc	21.016237	7818.03	cuauhtemoc	guerrero	107.057143	8749.27	22.150025	11.363750	1	181.82	230	bajo	19.449682	-99.140397
71096	68.68	2019	cuauhtemoc	22.584910	6301.20	cuauhtemoc	guerrero	68.680000	6690.78	23.394301	53.483335	1	320.90	234	bajo	19.449003	-99.143680
71097	359.88	2019	cuauhtemoc	282.152488	1128.61	cuauhtemoc	guerrero	179.940002	1509.15	167.683328	6.886667	1	20.66	236	bajo	19.450079	-99.144435
71098	401.32	2019	cuauhtemoc	25.021442	2777.38	cuauhtemoc	guerrero	100.330000	3318.63	27.426694	23.321667	1	139.93	240	bajo	19.448210	-99.144851
71099	142.25	2019	cuauhtemoc	27.043654	1406.27	cuauhtemoc	guerrero	28.450001	1586.61	25.590484	7.618000	1	38.09	241	popular	19.447826	-99.143819
71100	31.42	2019	cuauhtemoc	18.601529	3162.26	cuauhtemoc	guerrero	15.710001	3250.39	18.260618	9.451667	1	56.71	243	bajo	19.448187	-99.142392
71101	976.12	2019	cuauhtemoc	23.949699	8765.60	cuauhtemoc	guerrero	162.686669	9858.46	26.011741	16.677143	1	116.74	246	bajo	19.447683	-99.141193

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows